{"id":"W4251989976","doi":"10.22215/etd/2014-10246","title":"Gramsci and the Ghost-Management of Medical Research: Revisiting Medical Journal Conflict of Interest Policies in an Age of Neoliberal Science","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Normative; Conflict of interest; Leverage (statistics); Political science; Public relations; Control (management); Sociology; Epistemology; Management; Law; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06906559,0.0005533722,0.0006982803,0.004297851,0.01089778,0.026423,0.002357665,0.00831822,0.003643846],"category_scores_gemma":[0.08552574,0.0005550057,0.0005048698,0.004051358,0.0733239,0.02135915,0.008916308,0.01021461,0.0005065256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02304421,"about_ca_system_score_gemma":0.04101594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005537467,"about_ca_topic_score_gemma":0.005806197,"domain_scores_codex":[0.9604115,0.02727084,0.001218618,0.002049102,0.006647204,0.002402726],"domain_scores_gemma":[0.8384829,0.1228006,0.01781231,0.006668689,0.008815625,0.005419918],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005393768,0.00001796449,0.0004515776,0.00001700496,0.00000254171,0.00003151798,0.003947786,0.0001603942,0.00001786062,0.990059,0.001961309,0.003327671],"study_design_scores_gemma":[0.00006378457,0.00003778317,0.001500997,0.0005338373,0.00001783679,0.00008533544,0.009983591,0.001442325,0.0003150773,0.8833933,0.1025842,0.00004198637],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07990898,0.01378237,0.01935091,0.6165279,0.001535024,0.0001391661,0.00003256482,0.0000830761,0.2686401],"genre_scores_gemma":[0.938387,0.007235045,0.009954711,0.0332269,0.001231485,0.0001685836,0.00001344635,0.00007009557,0.009712702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9916818,"threshold_uncertainty_score":0.3652582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7099378870108214,"score_gpt":0.6572371559397819,"score_spread":0.05270073107103945,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}